Find the source of truth
An enterprise workflow often draws on information spread across shared drives, business applications and personal spreadsheets. Before connecting those sources to an AI system, identify which records are authoritative for the task. Two documents can both be current while serving different purposes. Ask the people who use them how they resolve disagreements today. Record the owner, intended audience and update process for each source. These decisions help prevent a system from confidently repeating a document that was never meant to guide the decision in question.
Make access part of the design
A useful answer must also be an answer the requester is entitled to receive. Map access rules before combining sources, and check how those rules carry through indexing, retrieval and presentation. Consider both the underlying document and the details an answer might reveal indirectly. A broad service account is convenient for a prototype, but it can hide important differences between users. Build representative permission checks into evaluation, including requests that should return no information.
Decide what freshness means
Different tasks tolerate different delays. A summary of published technical guidance may remain useful for weeks, while an operational status request may require much more recent information. Define freshness requirements for the workflow rather than assuming every source needs the same update schedule. Make the age and origin of retrieved information visible when they affect interpretation. Plan how changed permissions, deleted documents and withdrawn guidance will be reflected in the system, including any cached copies.
Operate the information pipeline
Assign ownership for data ingestion, failed updates and changes to source formats. Track the cases where information is missing or cannot be interpreted, instead of silently skipping them. A review process should distinguish an unavailable source from a source that contains no relevant answer. Start with a bounded collection that the team can inspect and maintain. Expand only when the operating process can support the additional sources. Better coverage is valuable when the system can also explain where its answers came from and when that information was last checked.
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